{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading medical imaging data with TensorFlow\n",
    "In medical imaging the data io is one of the most challenging steps. In this example we explore the different options for reading image and feeding them to Tensorflow.\n",
    "\n",
    "* Feeding: Python code provides the data when running each step\n",
    "* TFRecord: record-oriented file format to process large datasets that do not fit in memory\n",
    "* Generators: use native python generator functions\n",
    "\n",
    "Below you may find benchmarks for feed dictionaries, numpy generators and TFRecord"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import SimpleITK as sitk\n",
    "import os\n",
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "import time\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from dltk.io.augmentation import *\n",
    "from dltk.io.preprocessing import *\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Timer helper class for benchmarking reading methods\n",
    "class Timer(object):\n",
    "    \"\"\"Timer class\n",
    "       Wrap a will with a timing function\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self, name):\n",
    "        self.name = name\n",
    "        \n",
    "    def __enter__(self):\n",
    "        self.t = time.time()\n",
    "        \n",
    "    def __exit__(self, *args, **kwargs):\n",
    "        print(\"{} took {} seconds\".format(\n",
    "        self.name, time.time() - self.t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up parameters\n",
    "batch_size = 5\n",
    "iterations = 100\n",
    "\n",
    "# Define the desired shapes and types of the training examples to pass to `read_fn`:\n",
    "reader_params = {'n_examples': 1,\n",
    "                 'example_size': [128, 224, 224],\n",
    "                 'extract_examples': True}\n",
    "\n",
    "reader_example_shapes = {'features': {'x': reader_params['example_size'] + [1,]},\n",
    "                         'labels': {'y': []}}\n",
    " \n",
    "reader_example_dtypes = {'features': {'x': tf.float32},\n",
    "                         'labels': {'y': tf.int32}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read some demo data from csv\n",
    "all_filenames = pd.read_csv(\n",
    "    '../../data/IXI_HH/demographic_HH.csv',\n",
    "    dtype=object,\n",
    "    keep_default_na=False,\n",
    "    na_values=[]).as_matrix()\n",
    "\n",
    "# For demo purposes, we will only use the first 10 datasets from IXI HH\n",
    "all_filenames = all_filenames[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Method 1: Using feed dictionaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(file_references, mode, params=None):\n",
    "    \n",
    "    data = {'features': [], 'labels': []}\n",
    "    \n",
    "    # We define a `read_fn` and iterate through the `file_references`, which\n",
    "    # can contain information about the data to be read (e.g. a file path):\n",
    "    for meta_data in file_references:\n",
    "        \n",
    "        # Here, we parse the `subject_id` to construct a file path to read\n",
    "        # an image from.\n",
    "        subject_id = meta_data[0]\n",
    "        data_path = '../../data/IXI_HH/1mm'\n",
    "        t1_fn = os.path.join(data_path, '{}/T1_1mm.nii.gz'.format(subject_id))\n",
    "        \n",
    "        # Read the .nii image containing a brain volume with SimpleITK and get \n",
    "        # the numpy array:\n",
    "        sitk_t1 = sitk.ReadImage(t1_fn)\n",
    "        t1 = sitk.GetArrayFromImage(sitk_t1)\n",
    "\n",
    "        # Normalise the image to zero mean/unit std dev:\n",
    "        t1 = whitening(t1)\n",
    "        \n",
    "        # Create a 4D Tensor with a dummy dimension for channels\n",
    "        t1 = t1[..., np.newaxis]\n",
    "\n",
    "        # Labels: Here, we parse the class *sex* from the file_references \n",
    "        # \\in [1,2] and shift them to \\in [0,1] for training:\n",
    "        sex = np.int32(meta_data[1]) - 1\n",
    "        y = sex\n",
    "        \n",
    "        # If training should be done on image patches for improved mixing, \n",
    "        # memory limitations or class balancing, call a patch extractor\n",
    "        if params['extract_examples']:\n",
    "            images = extract_random_example_array(\n",
    "                t1,\n",
    "                example_size=params['example_size'],\n",
    "                n_examples=params['n_examples'])\n",
    "            \n",
    "            # Loop the extracted image patches\n",
    "            for e in range(params['n_examples']):\n",
    "                data['features'].append(images[e].astype(np.float32))\n",
    "                data['labels'].append(y.astype(np.int32))\n",
    "                     \n",
    "        # If desired (i.e. for evaluation, etc.), return the full images\n",
    "        else:\n",
    "            data['features'].append(images)\n",
    "            data['labels'].append(y.astype(np.int32))\n",
    "\n",
    "    data['features'] = np.array(data['features'])\n",
    "    data['labels'] = np.vstack(data['labels'])\n",
    "            \n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "Feed dictionary took 10.367503881454468 seconds\n"
     ]
    }
   ],
   "source": [
    "# Load all data into memory\n",
    "data = load_data(all_filenames, \n",
    "                 tf.estimator.ModeKeys.TRAIN, reader_params)\n",
    "\n",
    "x = tf.placeholder(reader_example_dtypes['features']['x'], \n",
    "                   [None, 128, 224, 224, 1])\n",
    "y = tf.placeholder(reader_example_dtypes['labels']['y'], \n",
    "                   [None, 1])\n",
    "\n",
    "dataset = tf.data.Dataset.from_tensor_slices((x, y))\n",
    "dataset = dataset.repeat(None)\n",
    "dataset = dataset.batch(batch_size)\n",
    "dataset = dataset.prefetch(1)\n",
    "\n",
    "features = data['features']\n",
    "labels = data['labels']\n",
    "# Check that features and labels dimensions match\n",
    "assert features.shape[0] == labels.shape[0]\n",
    "\n",
    "iterator = dataset.make_initializable_iterator()\n",
    "nx = iterator.get_next()\n",
    "\n",
    "with tf.train.MonitoredTrainingSession() as sess_dict:\n",
    "    # Initialize iterator\n",
    "    sess_dict.run(iterator.initializer, \n",
    "               feed_dict={x: features, y: labels})\n",
    "    \n",
    "    with Timer('Feed dictionary'):\n",
    "        # Timed feed dictionary example\n",
    "        for i in range(iterations):\n",
    "            # Get next features-labels pair\n",
    "            dict_batch_feat, dict_batch_lbl = sess_dict.run(nx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise the `dict_batch_feat` using matplotlib.\n",
    "input_tensor_shape = dict_batch_feat.shape\n",
    "center_slices = [s//2 for s in input_tensor_shape]\n",
    "\n",
    "# Visualise the `gen_batch_feat` using matplotlib.\n",
    "f, axarr = plt.subplots(1, input_tensor_shape[0], figsize=(15,5));\n",
    "f.suptitle('Visualisation of the `dict_batch_feat` input tensor with shape={}'.format(input_tensor_shape))\n",
    "\n",
    "for batch_id in range(input_tensor_shape[0]):\n",
    "    # Extract a center slice image\n",
    "    img_slice_ = np.squeeze(dict_batch_feat[batch_id, center_slices[1], :, :, :])\n",
    "    img_slice_ = np.flip(img_slice_, axis=0)\n",
    "    \n",
    "    # Plot\n",
    "    axarr[batch_id].imshow(img_slice_, cmap='gray');\n",
    "    axarr[batch_id].axis('off')\n",
    "    axarr[batch_id].set_title('batch_id={}'.format(batch_id))\n",
    "    \n",
    "f.subplots_adjust(wspace=0.05, hspace=0, top=0.8)\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Method 2: Using a TFRecord database"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load data for a single subject"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_img(meta_data, params):\n",
    "    x = []\n",
    "    \n",
    "    # Here, we parse the `subject_id` to construct a file path to read\n",
    "    # an image from.\n",
    "    subject_id = meta_data[0]\n",
    "    data_path = '../../data/IXI_HH/1mm'\n",
    "    t1_fn = os.path.join(data_path, '{}/T1_1mm.nii.gz'.format(subject_id))\n",
    "\n",
    "    # Read the .nii image containing a brain volume with SimpleITK and get \n",
    "    # the numpy array:\n",
    "    sitk_t1 = sitk.ReadImage(t1_fn)\n",
    "    t1 = sitk.GetArrayFromImage(sitk_t1)\n",
    "\n",
    "    # Normalise the image to zero mean/unit std dev:\n",
    "    t1 = whitening(t1)\n",
    "    \n",
    "    # Create a 4D Tensor with a dummy dimension for channels\n",
    "    t1 = t1[..., np.newaxis]\n",
    "\n",
    "    # Labels: Here, we parse the class *sex* from the file_references \n",
    "    # \\in [1,2] and shift them to \\in [0,1] for training:\n",
    "    sex = np.int32(meta_data[1]) - 1\n",
    "    y = sex\n",
    "    \n",
    "    # If training should be done on image patches for improved mixing, \n",
    "    # memory limitations or class balancing, call a patch extractor\n",
    "    if params['extract_examples']:\n",
    "        images = extract_random_example_array(\n",
    "            t1,\n",
    "            example_size=params['example_size'],\n",
    "            n_examples=params['n_examples'])\n",
    "\n",
    "        # Loop the extracted image patches and yield\n",
    "        for e in range(params['n_examples']):\n",
    "            x.append(images[e].astype(np.float32))\n",
    "\n",
    "    # If desired (i.e. for evaluation, etc.), return the full images\n",
    "    else:\n",
    "        x = images\n",
    "            \n",
    "    return np.array(x), y  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert data to features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _int64_feature(value):\n",
    "    return tf.train.Feature(int64_list=tf.train.Int64List(value=[value]))\n",
    "\n",
    "def _float_feature(value):\n",
    "    # Since this will be used to convert an np.array we don't use []\n",
    "    return tf.train.Feature(float_list=tf.train.FloatList(value=value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write data into a TFRecords file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# path to save the TFRecords file\n",
    "train_filename = 'train.tfrecords'  \n",
    "\n",
    "# open the TFRecords file\n",
    "writer = tf.python_io.TFRecordWriter(train_filename)\n",
    "\n",
    "for meta_data in all_filenames:\n",
    "    \n",
    "    # Load the image\n",
    "    img, label = load_img(meta_data, reader_params)\n",
    "    \n",
    "    # Create a feature\n",
    "    feature = {'train/label': _int64_feature(label),\n",
    "               'train/image': _float_feature(img.ravel())}\n",
    "    \n",
    "    # Create an example protocol buffer\n",
    "    example = tf.train.Example(features=tf.train.Features(feature=feature))\n",
    "    \n",
    "    # Serialize to string and write on the file\n",
    "    writer.write(example.SerializeToString())\n",
    "    \n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load TFRecord and decode data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "TFRecord took 28.236944913864136 seconds\n"
     ]
    }
   ],
   "source": [
    "def decode(serialized_example):\n",
    "    # Decode examples stored in TFRecord\n",
    "    # NOTE: make sure to specify the correct dimensions for the images\n",
    "    features = tf.parse_single_example(\n",
    "        serialized_example,\n",
    "        features={'train/image': tf.FixedLenFeature([128, 224, 224, 1], tf.float32),\n",
    "                  'train/label': tf.FixedLenFeature([], tf.int64)})\n",
    "\n",
    "    # NOTE: No need to cast these features, as they are already `tf.float32` values.\n",
    "    return features['train/image'], features['train/label']\n",
    "\n",
    "dataset = tf.data.TFRecordDataset(train_filename).map(decode)\n",
    "dataset = dataset.repeat(None)\n",
    "dataset = dataset.batch(batch_size)\n",
    "dataset = dataset.prefetch(1)\n",
    "\n",
    "iterator = dataset.make_initializable_iterator()\n",
    "features, labels = iterator.get_next()\n",
    "nx = iterator.get_next()\n",
    "\n",
    "with tf.train.MonitoredTrainingSession() as sess_rec:\n",
    "    sess_rec.run(iterator.initializer)\n",
    "\n",
    "    with Timer('TFRecord'):\n",
    "        # Time TFRecord io\n",
    "        for i in range(iterations):\n",
    "            try:\n",
    "                # Get next features-labels pair\n",
    "                rec_batch_feat, rec_batch_lbl = sess_rec.run([features, labels])\n",
    "                \n",
    "            except tf.errors.OutOfRangeError:\n",
    "                # Raised when we reach the end of the file.\n",
    "                pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise the `rec_batch_feat` using matplotlib.\n",
    "input_tensor_shape = rec_batch_feat.shape\n",
    "center_slices = [s//2 for s in input_tensor_shape]\n",
    "\n",
    "# Visualise the `gen_batch_feat` using matplotlib.\n",
    "f, axarr = plt.subplots(1, input_tensor_shape[0], figsize=(15,5));\n",
    "f.suptitle('Visualisation of the `rec_batch_feat` input tensor with shape={}'.format(input_tensor_shape))\n",
    "\n",
    "for batch_id in range(input_tensor_shape[0]):\n",
    "    # Extract a center slice image\n",
    "    img_slice_ = np.squeeze(rec_batch_feat[batch_id, center_slices[1], :, :, :])\n",
    "    img_slice_ = np.flip(img_slice_, axis=0)\n",
    "    \n",
    "    # Plot\n",
    "    axarr[batch_id].imshow(img_slice_, cmap='gray');\n",
    "    axarr[batch_id].axis('off')\n",
    "    axarr[batch_id].set_title('batch_id={}'.format(batch_id))\n",
    "    \n",
    "f.subplots_adjust(wspace=0.05, hspace=0, top=0.8)\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Method 3: Using python generators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_fn(file_references, mode, params=None):\n",
    "    \n",
    "    # We define a `read_fn` and iterate through the `file_references`, which\n",
    "    # can contain information about the data to be read (e.g. a file path):\n",
    "    for meta_data in file_references:\n",
    "        \n",
    "        # Here, we parse the `subject_id` to construct a file path to read\n",
    "        # an image from.\n",
    "        subject_id = meta_data[0]\n",
    "        data_path = '../../data/IXI_HH/1mm'\n",
    "        t1_fn = os.path.join(data_path, '{}/T1_1mm.nii.gz'.format(subject_id))\n",
    "        \n",
    "        # Read the .nii image containing a brain volume with SimpleITK and get \n",
    "        # the numpy array:\n",
    "        sitk_t1 = sitk.ReadImage(t1_fn)\n",
    "        t1 = sitk.GetArrayFromImage(sitk_t1)\n",
    "\n",
    "        # Normalise the image to zero mean/unit std dev:\n",
    "        t1 = whitening(t1)\n",
    "        \n",
    "        # Create a 4D Tensor with a dummy dimension for channels\n",
    "        t1 = t1[..., np.newaxis]\n",
    "        \n",
    "        # If in PREDICT mode, yield the image (because there will be no label\n",
    "        # present). Additionally, yield the sitk.Image pointer (including all\n",
    "        # the header information) and some metadata (e.g. the subject id),\n",
    "        # to facilitate post-processing (e.g. reslicing) and saving.\n",
    "        # This can be useful when you want to use the same read function as \n",
    "        # python generator for deployment.\n",
    "        if mode == tf.estimator.ModeKeys.PREDICT:\n",
    "            yield {'features': {'x': t1}}\n",
    "\n",
    "        # Labels: Here, we parse the class *sex* from the file_references \n",
    "        # \\in [1,2] and shift them to \\in [0,1] for training:\n",
    "        sex = np.int32(meta_data[1]) - 1\n",
    "        y = sex\n",
    "        \n",
    "        # If training should be done on image patches for improved mixing, \n",
    "        # memory limitations or class balancing, call a patch extractor\n",
    "        if params['extract_examples']:\n",
    "            images = extract_random_example_array(\n",
    "                t1,\n",
    "                example_size=params['example_size'],\n",
    "                n_examples=params['n_examples'])\n",
    "            \n",
    "            # Loop the extracted image patches and yield\n",
    "            for e in range(params['n_examples']):\n",
    "                yield {'features': {'x': images[e].astype(np.float32)},\n",
    "                       'labels': {'y': y.astype(np.int32)}}\n",
    "                     \n",
    "        # If desired (i.e. for evaluation, etc.), return the full images\n",
    "        else:\n",
    "            yield {'features': {'x': images},\n",
    "                   'labels': {'y': y.astype(np.int32)}}\n",
    "\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "Generator took 106.32977604866028 seconds\n"
     ]
    }
   ],
   "source": [
    "# Generator function\n",
    "def f():\n",
    "    fn = read_fn(file_references=all_filenames,\n",
    "                 mode=tf.estimator.ModeKeys.TRAIN, \n",
    "                 params=reader_params)\n",
    "    \n",
    "    ex = next(fn)\n",
    "    # Yield the next image\n",
    "    yield ex\n",
    "    \n",
    "# Timed example with generator io\n",
    "dataset = tf.data.Dataset.from_generator(\n",
    "    f, reader_example_dtypes, reader_example_shapes)\n",
    "dataset = dataset.repeat(None)\n",
    "dataset = dataset.batch(batch_size)\n",
    "dataset = dataset.prefetch(batch_size)\n",
    "\n",
    "iterator = dataset.make_initializable_iterator()\n",
    "next_dict = iterator.get_next()\n",
    "\n",
    "with tf.train.MonitoredTrainingSession() as sess_gen:\n",
    "    \n",
    "    # Initialize generator\n",
    "    sess_gen.run(iterator.initializer)\n",
    "\n",
    "    with Timer('Generator'):\n",
    "        for i in range(iterations):\n",
    "            # Fetch the next batch of images\n",
    "            gen_batch_feat, gen_batch_lbl = sess_gen.run([next_dict['features'], next_dict['labels']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise the `gen_batch_feat` using matplotlib.\n",
    "input_tensor_shape = gen_batch_feat['x'].shape\n",
    "center_slices = [s//2 for s in input_tensor_shape]\n",
    "\n",
    "# Visualise the `gen_batch_feat` using matplotlib.\n",
    "f, axarr = plt.subplots(1, input_tensor_shape[0], figsize=(15,5));\n",
    "f.suptitle('Visualisation of the `gen_batch_feat` input tensor with shape={}'.format(input_tensor_shape))\n",
    "\n",
    "for batch_id in range(input_tensor_shape[0]):\n",
    "    # Extract a center slice image\n",
    "    img_slice_ = np.squeeze(gen_batch_feat['x'][batch_id, center_slices[1], :, :, :])\n",
    "    img_slice_ = np.flip(img_slice_, axis=0)\n",
    "    \n",
    "    # Plot\n",
    "    axarr[batch_id].imshow(img_slice_, cmap='gray');\n",
    "    axarr[batch_id].axis('off')\n",
    "    axarr[batch_id].set_title('batch_id={}'.format(batch_id))\n",
    "    \n",
    "f.subplots_adjust(wspace=0.05, hspace=0, top=0.8)\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
